Pandas Profiling Report

Overview
Reproduction

Dataset statistics

Number of variables	10
Number of observations	442
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	34.7 KiB
Average record size in memory	80.3 B

Variable types

NUM	9
CAT	1

Reproduction

Analysis started	2020-08-13 12:17:28.645421
Analysis finished	2020-08-13 12:18:20.100749
Duration	51.46 seconds
Version	pandas-profiling v2.8.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

age
Real number (ℝ)

Distinct count	58
Unique (%)	13.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-3.6396225400041895e-16
Minimum	-0.107225631607358
Maximum	0.110726675453815
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.1072256316
5-th percentile	-0.0854304009
Q1	-0.03729926643
median	0.005383060374
Q3	0.03807590643
95-th percentile	0.07076875249
Maximum	0.1107266755
Range	0.2179523071
Interquartile range (IQR)	0.07537517286

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	-1.308351267e+14
Kurtosis	-0.6712236886
Mean	-3.63962254e-16
Median Absolute Deviation (MAD)	0.03632538451
Skewness	-0.231381533
Sum	-1.608713163e-13
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.01628067573	19	4.3%
0.04170844488	17	3.8%
0.009015598825	16	3.6%
-0.02730978568	15	3.4%
0.04534098334	14	3.2%
0.01264813728	14	3.2%
-0.05273755484	14	3.2%
-0.001882016528	14	3.2%
0.005383060374	13	2.9%
0.06713621404	13	2.9%
0.001750521923	12	2.7%
0.02354575263	12	2.7%
-0.005514554979	12	2.7%
0.03081082953	12	2.7%
-0.00914709343	11	2.5%
-0.04183993949	11	2.5%
0.01991321418	11	2.5%
0.04897352179	11	2.5%
-0.02367724723	10	2.3%
0.03807590643	10	2.3%
0.03444336798	9	2.0%
0.02717829108	9	2.0%
-0.04547247794	9	2.0%
-0.07453278555	8	1.8%
0.05987113714	7	1.6%
Other values (33)	139	31.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1072256316	3	0.7%
-0.1035930932	3	0.7%
-0.09996055471	2	0.5%
-0.09632801625	4	0.9%
-0.0926954778	4	0.9%
-0.08906293935	3	0.7%
-0.0854304009	5	1.1%
-0.08179786245	2	0.5%
-0.078165324	4	0.9%
-0.07453278555	8	1.8%

Value	Count	Frequency (%)
0.1107266755	2	0.5%
0.09619652165	2	0.5%
0.0925639832	1	0.2%
0.08893144475	1	0.2%
0.0852989063	1	0.2%
0.08166636785	5	1.1%
0.07803382939	1	0.2%
0.07440129094	6	1.4%
0.07076875249	7	1.6%
0.06713621404	13	2.9%

sex
Categorical

Distinct count	2
Unique (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	3.6 KiB

-0.04464163651	235
0.05068011874	207

Value	Count	Frequency (%)
-0.04464163651	235	53.2%
0.05068011874	207	46.8%

Length

Max length	18
Median length	18
Mean length	18
Min length	18

Overview of Unicode Properties

Unique unicode characters	11
Unique unicode categories (?)	3
Unique unicode scripts (?)	1
Unique unicode blocks (?)	1

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	1533	19.3%
6	1147	14.4%
8	1063	13.4%
1	856	10.8%
4	705	8.9%
9	677	8.5%
.	442	5.6%
5	442	5.6%
3	442	5.6%
7	414	5.2%
-	235	3.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	7279	91.5%
Other Punctuation	442	5.6%
Dash Punctuation	235	3.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	1533	21.1%
6	1147	15.8%
8	1063	14.6%
1	856	11.8%
4	705	9.7%
9	677	9.3%
5	442	6.1%
3	442	6.1%
7	414	5.7%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	442	100.0%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	235	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	7956	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	1533	19.3%
6	1147	14.4%
8	1063	13.4%
1	856	10.8%
4	705	8.9%
9	677	8.5%
.	442	5.6%
5	442	5.6%
3	442	5.6%
7	414	5.2%
-	235	3.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	7956	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	1533	19.3%
6	1147	14.4%
8	1063	13.4%
1	856	10.8%
4	705	8.9%
9	677	8.5%
.	442	5.6%
5	442	5.6%
3	442	5.6%
7	414	5.2%
-	235	3.0%

bmi
Real number (ℝ)

Distinct count	163
Unique (%)	36.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-8.013951493363262e-16
Minimum	-0.0902752958985185
Maximum	0.17055522598066
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.0902752959
5-th percentile	-0.06656343027
Q1	-0.03422906806
median	-0.00728376621
Q3	0.03124801543
95-th percentile	0.08540807214
Maximum	0.170555226
Range	0.2608305219
Interquartile range (IQR)	0.06547708349

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	-5.942018449e+13
Kurtosis	0.09509447428
Mean	-8.013951493e-16
Median Absolute Deviation (MAD)	0.03125655014
Skewness	0.5981484879
Sum	-3.54216656e-13
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.02452875939	8	1.8%
-0.03099563184	8	1.8%
-0.04608500087	7	1.6%
-0.008361578284	7	1.6%
-0.02560657147	7	1.6%
0.01427247527	6	1.4%
-0.03315125598	6	1.4%
-0.02345094732	6	1.4%
0.001338730381	6	1.4%
-0.0202175111	6	1.4%
0.004572166603	6	1.4%
0.005649978677	5	1.1%
0.07139651518	5	1.1%
-0.02991781976	5	1.1%
0.06061839444	5	1.1%
-0.05794093368	5	1.1%
-0.01806188695	5	1.1%
0.05954058237	5	1.1%
-0.00728376621	5	1.1%
-0.0363846922	5	1.1%
-0.0406959405	5	1.1%
-0.03854031635	5	1.1%
0.006727790751	5	1.1%
-0.01159501451	5	1.1%
-0.009439390357	5	1.1%
Other values (138)	299	67.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.0902752959	1	0.2%
-0.08919748382	1	0.2%
-0.08488623553	1	0.2%
-0.08380842346	1	0.2%
-0.08165279931	2	0.5%
-0.08057498723	1	0.2%
-0.07949717516	1	0.2%
-0.07734155101	2	0.5%
-0.07626373894	1	0.2%
-0.07518592686	1	0.2%

Value	Count	Frequency (%)
0.170555226	1	0.2%
0.1608549173	1	0.2%
0.1371430517	1	0.2%
0.1285205551	1	0.2%
0.127442743	1	0.2%
0.1252871189	1	0.2%
0.1231314947	1	0.2%
0.1145089981	1	0.2%
0.1112755619	1	0.2%
0.1101977498	1	0.2%

bp
Real number (ℝ)

Distinct count	100
Unique (%)	22.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.2898179256674614e-16
Minimum	-0.112399602060758
Maximum	0.132044217194516
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.1123996021
5-th percentile	-0.07435588089
Q1	-0.0366564468
median	-0.005670610555
Q3	0.03564383777
95-th percentile	0.08367188395
Maximum	0.1320442172
Range	0.2444438193
Interquartile range (IQR)	0.07230028457

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	3.691920129e+14
Kurtosis	-0.5327797228
Mean	1.289817926e-16
Median Absolute Deviation (MAD)	0.03442870694
Skewness	0.2906638512
Sum	5.700995231e-14
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.005670610555	21	4.8%
-0.04009931749	21	4.8%
-0.02632783472	20	4.5%
0.02187235499	15	3.4%
-0.0332135761	14	3.2%
-0.02288496402	13	2.9%
-0.01255635194	11	2.5%
0.04941532054	11	2.5%
-0.01599922264	11	2.5%
0.00810087222	11	2.5%
-0.05731367096	10	2.3%
-0.01944209333	10	2.3%
0.07007254471	10	2.3%
0.01154374291	10	2.3%
0.06318680332	10	2.3%
0.02875809638	10	2.3%
-0.002227739861	9	2.0%
-0.07452802443	9	2.0%
-0.0366564468	9	2.0%
0.05630106193	8	1.8%
0.05285819124	8	1.8%
0.001215130833	8	1.8%
-0.04698505888	8	1.8%
0.01498661361	7	1.6%
-0.04354218819	7	1.6%
Other values (75)	161	36.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1123996021	1	0.2%
-0.1089567314	1	0.2%
-0.10207099	1	0.2%
-0.1009233664	1	0.2%
-0.09862811929	1	0.2%
-0.08485663651	4	0.9%
-0.08141376582	4	0.9%
-0.07797089512	1	0.2%
-0.07452802443	9	2.0%
-0.07108515374	1	0.2%

Value	Count	Frequency (%)
0.1320442172	1	0.2%
0.1251584758	1	0.2%
0.1079441223	3	0.7%
0.1045012516	2	0.5%
0.101058381	1	0.2%
0.09876313371	1	0.2%
0.09761551026	5	1.1%
0.09417263956	1	0.2%
0.09072976887	2	0.5%
0.08728689818	4	0.9%

s1
Real number (ℝ)

Distinct count	141
Unique (%)	31.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-9.042540472060098e-17
Minimum	-0.126780669916514
Maximum	0.153913713156516
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.1267806699
5-th percentile	-0.07311850845
Q1	-0.0342478402
median	-0.004320865537
Q3	0.02835801485
95-th percentile	0.08367131975
Maximum	0.1539137132
Range	0.2806943831
Interquartile range (IQR)	0.06260585505

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	-5.26611385e+14
Kurtosis	0.2329479047
Mean	-9.042540472e-17
Median Absolute Deviation (MAD)	0.03095893931
Skewness	0.3781082069
Sum	-3.996802889e-14
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.007072771253	10	2.3%
-0.03734373413	10	2.3%
0.02044628591	9	2.0%
0.01219056876	9	2.0%
0.001182945896	8	1.8%
-0.002944912678	8	1.8%
-0.02496015841	8	1.8%
-0.004320865537	8	1.8%
0.02457414449	8	1.8%
-0.005696818395	7	1.6%
-0.009824676969	7	1.6%
-0.008448724111	7	1.6%
-0.01670444126	7	1.6%
-0.01120062983	7	1.6%
-0.000193006962	6	1.4%
0.008062710187	6	1.4%
-0.03321587556	6	1.4%
0.03970962593	6	1.4%
-0.0318399227	6	1.4%
-0.04972730986	6	1.4%
0.01494247448	5	1.1%
-0.03459182842	5	1.1%
0.02182223877	5	1.1%
-0.04697540414	5	1.1%
0.04934129593	5	1.1%
Other values (116)	268	60.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1267806699	1	0.2%
-0.1088932828	1	0.2%
-0.1047654242	1	0.2%
-0.1033894713	1	0.2%
-0.1006375656	1	0.2%
-0.09650970704	2	0.5%
-0.0910058956	1	0.2%
-0.08962994275	2	0.5%
-0.08825398989	1	0.2%
-0.08687803703	1	0.2%

Value	Count	Frequency (%)
0.1539137132	1	0.2%
0.1525377603	1	0.2%
0.1332744203	1	0.2%
0.1277706089	2	0.5%
0.126394656	1	0.2%
0.1250187031	2	0.5%
0.1195148917	1	0.2%
0.1098832217	2	0.5%
0.1030034574	1	0.2%
0.09887559883	1	0.2%

s2
Real number (ℝ)

Distinct count	302
Unique (%)	68.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.3011211012575365e-16
Minimum	-0.115613065979398
Maximum	0.198787989657293
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.115613066
5-th percentile	-0.07271172671
Q1	-0.03035839726
median	-0.003819065121
Q3	0.02984439452
95-th percentile	0.07946276829
Maximum	0.1987879897
Range	0.3144010556
Interquartile range (IQR)	0.06020279178

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	3.659847463e+14
Kurtosis	0.6013811504
Mean	1.301121101e-16
Median Absolute Deviation (MAD)	0.0299056781
Skewness	0.4365918037
Sum	5.750955268e-14
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.01622243643	5	1.1%
-0.001000728964	5	1.1%
-0.02480001206	4	0.9%
-0.04703355285	4	0.9%
-0.0138398159	4	0.9%
0.056618588	4	0.9%
-0.003819065121	3	0.7%
-0.02323426975	3	0.7%
-0.01571870667	3	0.7%
0.006201685657	3	0.7%
0.007141131042	3	0.7%
-0.04891244362	3	0.7%
0.04471894646	3	0.7%
0.02029336644	3	0.7%
0.03751653184	3	0.7%
-0.02636575437	3	0.7%
-0.02166852744	3	0.7%
-0.02386056668	3	0.7%
0.004635943348	3	0.7%
-0.005071658968	3	0.7%
-0.0113346282	3	0.7%
-0.01352666744	3	0.7%
-0.05454911593	3	0.7%
0.01966706951	3	0.7%
-0.01603185513	3	0.7%
Other values (277)	359	81.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.115613066	1	0.2%
-0.1127947298	1	0.2%
-0.106844909	1	0.2%
-0.1043397214	1	0.2%
-0.1008950883	1	0.2%
-0.09713730673	1	0.2%
-0.09619786135	1	0.2%
-0.09588471289	1	0.2%
-0.09463211904	1	0.2%
-0.09056118904	1	0.2%

Value	Count	Frequency (%)
0.1987879897	1	0.2%
0.1558866504	1	0.2%
0.1314610704	1	0.2%
0.1302084765	1	0.2%
0.1280164373	1	0.2%
0.1273901404	1	0.2%
0.1251981011	1	0.2%
0.1170562411	1	0.2%
0.1164299442	1	0.2%
0.1089143811	1	0.2%

s3
Real number (ℝ)

Distinct count	63
Unique (%)	14.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-4.563971121592555e-16
Minimum	-0.10230705051742
Maximum	0.181179060397284
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.1023070505
5-th percentile	-0.06549067248
Q1	-0.03511716059
median	-0.006584467611
Q3	0.02931150098
95-th percentile	0.07790911999
Maximum	0.1811790604
Range	0.2834861109
Interquartile range (IQR)	0.06442866157

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	-1.043368732e+14
Kurtosis	0.9815074614
Mean	-4.563971122e-16
Median Absolute Deviation (MAD)	0.03129392133
Skewness	0.7992551183
Sum	-2.017275236e-13
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.01394774322	22	5.0%
-0.04340084565	19	4.3%
-0.03971920785	18	4.1%
-0.002902829807	15	3.4%
-0.03235593224	15	3.4%
0.008142083605	15	3.4%
-0.02131101883	15	3.4%
-0.02867429444	15	3.4%
-0.006584467611	14	3.2%
0.01550535921	14	3.2%
0.01182372141	13	2.9%
-0.01026610542	12	2.7%
-0.02499265663	12	2.7%
-0.01762938102	11	2.5%
0.01918699702	11	2.5%
-0.05444575906	10	2.3%
-0.04708248346	10	2.3%
0.004460445801	10	2.3%
0.03391354823	9	2.0%
0.03023191043	9	2.0%
0.06336665067	9	2.0%
0.000778807997	9	2.0%
0.02286863482	9	2.0%
0.05232173725	9	2.0%
0.07072992627	8	1.8%
Other values (38)	129	29.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1023070505	1	0.2%
-0.09862541271	1	0.2%
-0.09126213711	1	0.2%
-0.08021722369	2	0.5%
-0.07653558589	5	1.1%
-0.07285394808	5	1.1%
-0.06917231028	7	1.6%
-0.06549067248	6	1.4%
-0.06180903467	7	1.6%
-0.05812739687	8	1.8%

Value	Count	Frequency (%)
0.1811790604	1	0.2%
0.1774974226	1	0.2%
0.1738157848	1	0.2%
0.1590892336	1	0.2%
0.151725958	1	0.2%
0.1406810446	1	0.2%
0.1333177689	1	0.2%
0.1222728555	2	0.5%
0.1185912177	3	0.7%
0.1038646665	1	0.2%

s4
Real number (ℝ)

Distinct count	66
Unique (%)	14.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3.8631742350078977e-16
Minimum	-0.076394503750001
Maximum	0.185234443260194
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.07639450375
5-th percentile	-0.07639450375
Q1	-0.03949338287
median	-0.002592261998
Q3	0.03430885888
95-th percentile	0.08076737006
Maximum	0.1852344433
Range	0.261628947
Interquartile range (IQR)	0.07380224175

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	1.232640433e+14
Kurtosis	0.4444016718
Mean	3.863174235e-16
Median Absolute Deviation (MAD)	0.03690112088
Skewness	0.7353736479
Sum	1.707523012e-13
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.03949338287	128	29.0%
-0.002592261998	108	24.4%
0.03430885888	68	15.4%
0.07120997975	33	7.5%
-0.07639450375	28	6.3%
0.1081111006	13	2.9%
0.1450122215	2	0.5%
-0.02141183364	2	0.5%
-0.03764832683	2	0.5%
0.01585829844	2	0.5%
0.01770335448	1	0.2%
0.02840467954	1	0.2%
-0.01440062068	1	0.2%
0.08006624876	1	0.2%
0.005156973386	1	0.2%
-0.05019470793	1	0.2%
-0.0155076543	1	0.2%
0.05608052019	1	0.2%
0.05755656503	1	0.2%
-0.05167075276	1	0.2%
-0.04724261826	1	0.2%
0.05275941932	1	0.2%
-0.007020396503	1	0.2%
0.0269286347	1	0.2%
0.01290620877	1	0.2%
Other values (41)	41	9.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.07639450375	28	6.3%
-0.07085933562	1	0.2%
-0.06938329078	1	0.2%
-0.05351580881	1	0.2%
-0.05167075276	1	0.2%
-0.05056371914	1	0.2%
-0.05019470793	1	0.2%
-0.04798064068	1	0.2%
-0.04724261826	1	0.2%
-0.03949338287	128	29.0%

Value	Count	Frequency (%)
0.1852344433	1	0.2%
0.1553445354	1	0.2%
0.1450122215	2	0.5%
0.1413221094	1	0.2%
0.1302517732	1	0.2%
0.1081111006	13	2.9%
0.09187460744	1	0.2%
0.08670845052	1	0.2%
0.08486339448	1	0.2%
0.08080427118	1	0.2%

s5
Real number (ℝ)

Distinct count	184
Unique (%)	41.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-3.848103334221131e-16
Minimum	-0.126097385560409
Maximum	0.133598980013008
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.1260973856
5-th percentile	-0.0721284546
Q1	-0.03324878725
median	-0.001947634157
Q3	0.03243322578
95-th percentile	0.07904666678
Maximum	0.13359898
Range	0.2596963656
Interquartile range (IQR)	0.06568201303

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	-1.237468007e+14
Kurtosis	-0.1343658334
Mean	-3.848103334e-16
Median Absolute Deviation (MAD)	0.03314062486
Skewness	0.2917738324
Sum	-1.700861674e-13
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
-0.01811826731	11	2.5%
-0.03075120986	10	2.3%
-0.04118038519	8	1.8%
-0.02595242444	7	1.6%
-0.05140053526	7	1.6%
-0.03324878725	7	1.6%
-0.02364455757	6	1.4%
-0.01090443585	6	1.4%
-0.06117659509	6	1.4%
0.01556684454	6	1.4%
-0.0006092541861	6	1.4%
0.00114379738	5	1.1%
-0.0358167281	5	1.1%
0.01482271084	5	1.1%
-0.06291294992	5	1.1%
-0.02139368094	5	1.1%
-0.0721284546	5	1.1%
-0.00514530798	5	1.1%
-0.0119006848	5	1.1%
-0.02712864555	5	1.1%
-0.01599826776	5	1.1%
-0.03980959436	5	1.1%
-0.04257210492	4	0.9%
-0.0561575731	4	0.9%
-0.02251217193	4	0.9%
Other values (159)	295	66.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1260973856	1	0.2%
-0.1043648208	1	0.2%
-0.1016435479	1	0.2%
-0.09643322289	4	0.9%
-0.09393564551	1	0.2%
-0.08913686008	1	0.2%
-0.08682899322	2	0.5%
-0.08238148326	2	0.5%
-0.08023654025	1	0.2%
-0.07814091067	2	0.5%

Value	Count	Frequency (%)
0.13359898	2	0.5%
0.1333957338	1	0.2%
0.1323726493	1	0.2%
0.1300806095	1	0.2%
0.1290194116	1	0.2%
0.120053382	1	0.2%
0.1193439942	1	0.2%
0.1063542767	1	0.2%
0.1041376114	1	0.2%
0.1032922649	1	0.2%

s6
Real number (ℝ)

Distinct count	56
Unique (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	-3.39848812741592e-16
Minimum	-0.137767225690012
Maximum	0.135611830689079
Zeros	0
Zeros (%)	0.0%
Memory size	3.6 KiB

Quantile statistics

Minimum	-0.1377672257
5-th percentile	-0.07563562197
Q1	-0.03317902609
median	-0.0010776975
Q3	0.0279170509
95-th percentile	0.0817644408
Maximum	0.1356118307
Range	0.2733790564
Interquartile range (IQR)	0.06109607699

Descriptive statistics

Standard deviation	0.04761904762
Coefficient of variation (CV)	-1.401183286e+14
Kurtosis	0.2369167379
Mean	-3.398488127e-16
Median Absolute Deviation (MAD)	0.0289947484
Skewness	0.2079166162
Sum	-1.502131752e-13
Variance	0.002267573696

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0.003064409414	22	5.0%
0.01963283707	20	4.5%
0.007206516329	20	4.5%
-0.0010776975	19	4.3%
-0.01764612516	16	3.6%
-0.01350401824	16	3.6%
-0.03835665973	15	3.4%
-0.00936191133	14	3.2%
-0.005219804415	14	3.2%
0.01549073016	14	3.2%
-0.05492508739	14	3.2%
0.04034337165	13	2.9%
0.0279170509	13	2.9%
0.01134862324	13	2.9%
-0.02178823207	12	2.7%
-0.0300724459	12	2.7%
0.02377494399	11	2.5%
0.03205915782	11	2.5%
-0.02593033899	10	2.3%
-0.05906719431	10	2.3%
-0.05078298048	9	2.0%
-0.03421455282	9	2.0%
0.03620126473	9	2.0%
0.07348022697	8	1.8%
-0.04249876665	8	1.8%
Other values (31)	110	24.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.1377672257	1	0.2%
-0.1294830119	2	0.5%
-0.1046303704	2	0.5%
-0.09634615654	2	0.5%
-0.09220404963	4	0.9%
-0.08806194271	2	0.5%
-0.0839198358	3	0.7%
-0.07977772888	4	0.9%
-0.07563562197	4	0.9%
-0.07149351505	5	1.1%

Value	Count	Frequency (%)
0.1356118307	3	0.7%
0.1314697238	2	0.5%
0.1273276169	1	0.2%
0.119043403	2	0.5%
0.1066170823	4	0.9%
0.09833286846	2	0.5%
0.09419076154	1	0.2%
0.09004865463	2	0.5%
0.08590654771	4	0.9%
0.0817644408	4	0.9%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	age	sex	bmi	bp	s1	s2	s3	s4	s5	s6
0	0.038076	0.050680	0.061696	0.021872	-0.044223	-0.034821	-0.043401	-0.002592	0.019908	-0.017646
1	-0.001882	-0.044642	-0.051474	-0.026328	-0.008449	-0.019163	0.074412	-0.039493	-0.068330	-0.092204
2	0.085299	0.050680	0.044451	-0.005671	-0.045599	-0.034194	-0.032356	-0.002592	0.002864	-0.025930
3	-0.089063	-0.044642	-0.011595	-0.036656	0.012191	0.024991	-0.036038	0.034309	0.022692	-0.009362
4	0.005383	-0.044642	-0.036385	0.021872	0.003935	0.015596	0.008142	-0.002592	-0.031991	-0.046641
5	-0.092695	-0.044642	-0.040696	-0.019442	-0.068991	-0.079288	0.041277	-0.076395	-0.041180	-0.096346
6	-0.045472	0.050680	-0.047163	-0.015999	-0.040096	-0.024800	0.000779	-0.039493	-0.062913	-0.038357
7	0.063504	0.050680	-0.001895	0.066630	0.090620	0.108914	0.022869	0.017703	-0.035817	0.003064
8	0.041708	0.050680	0.061696	-0.040099	-0.013953	0.006202	-0.028674	-0.002592	-0.014956	0.011349
9	-0.070900	-0.044642	0.039062	-0.033214	-0.012577	-0.034508	-0.024993	-0.002592	0.067736	-0.013504

Last rows

	age	sex	bmi	bp	s1	s2	s3	s4	s5	s6
432	0.009016	-0.044642	0.055229	-0.005671	0.057597	0.044719	-0.002903	0.023239	0.055684	0.106617
433	-0.027310	-0.044642	-0.060097	-0.029771	0.046589	0.019980	0.122273	-0.039493	-0.051401	-0.009362
434	0.016281	-0.044642	0.001339	0.008101	0.005311	0.010899	0.030232	-0.039493	-0.045421	0.032059
435	-0.012780	-0.044642	-0.023451	-0.040099	-0.016704	0.004636	-0.017629	-0.002592	-0.038459	-0.038357
436	-0.056370	-0.044642	-0.074108	-0.050428	-0.024960	-0.047034	0.092820	-0.076395	-0.061177	-0.046641
437	0.041708	0.050680	0.019662	0.059744	-0.005697	-0.002566	-0.028674	-0.002592	0.031193	0.007207
438	-0.005515	0.050680	-0.015906	-0.067642	0.049341	0.079165	-0.028674	0.034309	-0.018118	0.044485
439	0.041708	0.050680	-0.015906	0.017282	-0.037344	-0.013840	-0.024993	-0.011080	-0.046879	0.015491
440	-0.045472	-0.044642	0.039062	0.001215	0.016318	0.015283	-0.028674	0.026560	0.044528	-0.025930
441	-0.045472	-0.044642	-0.073030	-0.081414	0.083740	0.027809	0.173816	-0.039493	-0.004220	0.003064

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows